basic EDA

##           x        y LOCAL_DATE TOTAL_PRECIPITATION  STATION_NAME
## 1 -122.5972 58.83639 1937-09-20                   0 FORT NELSON A
## 2 -122.5972 58.83639 1937-09-21                   0 FORT NELSON A
## 3 -122.5972 58.83639 1937-09-22                   0 FORT NELSON A
## 4 -122.5972 58.83639 1937-09-23                   0 FORT NELSON A
## 5 -122.5972 58.83639 1937-09-24                   0 FORT NELSON A
## 6 -122.5972 58.83639 1937-09-25                   0 FORT NELSON A
##   MAX_TEMPERATURE MIN_TEMPERATURE TOTAL_RAIN MIN_REL_HUMIDITY LOCAL_YEAR
## 1            17.8            -0.6          0               NA       1937
## 2            16.1            -0.6          0               NA       1937
## 3            15.0            -2.2          0               NA       1937
## 4            15.0            -2.8          0               NA       1937
## 5            12.8            -2.8          0               NA       1937
## 6            17.2             4.4          0               NA       1937
##   LOCAL_MONTH MEAN_TEMPERATURE
## 1           9              8.6
## 2           9              7.8
## 3           9              6.4
## 4           9              6.1
## 5           9              5.0
## 6           9             10.8
##                                                                rolling_window_max
## 1        NA, NA, NA, NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9
## 2      NA, NA, NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8
## 3    NA, NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6
## 4   NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6, 2.8
## 5  NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6, 2.8, 2.2
## 6 NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6, 2.8, 2.2, 3.3
##                                                        rolling_window_mean
## 1      NA, NA, NA, NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7
## 2     NA, NA, NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6
## 3    NA, NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2
## 4   NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2, 2.0
## 5  NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2, 2.0, 1.4
## 6 NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2, 2.0, 1.4, 1.7
##   Month Day
## 1    09  20
## 2    09  21
## 3    09  22
## 4    09  23
## 5    09  24
## 6    09  25

Plot

EHF plot

##  [1] 1966 2021 1983 2016 2010 1980 1950 2018 1959 1955 1977 1948 1971 2023 2005

plot 90th compare different based year

plot certain year temp dist vs baseline 90th

plot 90th (blue) vs all year temp dist (grey). Based line is all year.

Analyze the hw

prepare for the data

## # A tibble: 39 × 7
##    Month   Day Percentile_90 MAX_TEMP_YEAR DayOfYear Condition Cumulative_Count
##    <int> <int>         <dbl>         <dbl>     <dbl> <lgl>                <dbl>
##  1     1     1         -5              5.3         1 TRUE                     1
##  2     1     2         -5              3.8         2 TRUE                     2
##  3     1     3         -5.6           -4.1         3 TRUE                     3
##  4     1    26         -2.8            1.1        26 TRUE                     1
##  5     1    27         -2.8            0.4        27 TRUE                     2
##  6     3    16          8.3            8.4        75 TRUE                     1
##  7     3    17          8.3           14.4        76 TRUE                     2
##  8     3    18          8.3           16.6        77 TRUE                     3
##  9     3    19          8.42          17.6        78 TRUE                     4
## 10     3    20          8.81          17.3        79 TRUE                     5
## # ℹ 29 more rows

plot overall count of hw through years

plot for heat map

seperate view of the heatmap

examine specific year (grep line vs 90 vs specific year)

according bar

Plot EHF vs Percentile_90 for specific year

1948

1980

2004